{"id":"https://openalex.org/W2622334847","doi":"https://doi.org/10.1109/educon.2017.7943077","title":"Questionnaires and artificial neural networks: A literature review on modern techniques in education","display_name":"Questionnaires and artificial neural networks: A literature review on modern techniques in education","publication_year":2017,"publication_date":"2017-04-01","ids":{"openalex":"https://openalex.org/W2622334847","doi":"https://doi.org/10.1109/educon.2017.7943077","mag":"2622334847"},"language":"en","primary_location":{"id":"doi:10.1109/educon.2017.7943077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon.2017.7943077","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041389362","display_name":"Vasiliki Matzavela","orcid":"https://orcid.org/0000-0001-9663-5825"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Vasiliki Matzavela","raw_affiliation_strings":["Department of Informatics University of Piraeus, Piraeus, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063125195","display_name":"Konstantina Chrysafiadi","orcid":"https://orcid.org/0000-0001-8096-1407"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantina Chrysafiadi","raw_affiliation_strings":["Department of Informatics University of Piraeus, Piraeus, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059830428","display_name":"Efthimios Alepis","orcid":"https://orcid.org/0000-0002-3862-7218"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Efthimios Alepis","raw_affiliation_strings":["Department of Informatics University of Piraeus, Piraeus, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Informatics University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041389362"],"corresponding_institution_ids":["https://openalex.org/I154757721"],"apc_list":null,"apc_paid":null,"fwci":0.4154,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71174387,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1700","last_page":"1704"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9606000185012817,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6793051958084106},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6491145491600037},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.6390402913093567},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6266591548919678},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.473939448595047},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4614146947860718},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4429226219654083},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4110896587371826},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32961106300354004},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2522282600402832},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.14390581846237183}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6793051958084106},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6491145491600037},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6390402913093567},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6266591548919678},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.473939448595047},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4614146947860718},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4429226219654083},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4110896587371826},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32961106300354004},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2522282600402832},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.14390581846237183},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/educon.2017.7943077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon.2017.7943077","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1516339575","https://openalex.org/W1897126621","https://openalex.org/W1917863136","https://openalex.org/W1966509524","https://openalex.org/W1967041440","https://openalex.org/W1986984999","https://openalex.org/W1991834477","https://openalex.org/W1994776820","https://openalex.org/W1998593860","https://openalex.org/W2002342315","https://openalex.org/W2003766237","https://openalex.org/W2004340043","https://openalex.org/W2008570510","https://openalex.org/W2010566096","https://openalex.org/W2012726875","https://openalex.org/W2019152602","https://openalex.org/W2032038401","https://openalex.org/W2033008648","https://openalex.org/W2052118464","https://openalex.org/W2052411196","https://openalex.org/W2052423417","https://openalex.org/W2053530248","https://openalex.org/W2058578088","https://openalex.org/W2066183060","https://openalex.org/W2070477042","https://openalex.org/W2074340011","https://openalex.org/W2083862207","https://openalex.org/W2085155743","https://openalex.org/W2087625333","https://openalex.org/W2090533000","https://openalex.org/W2093215928","https://openalex.org/W2094649680","https://openalex.org/W2100280174","https://openalex.org/W2106717332","https://openalex.org/W2162143934","https://openalex.org/W2168787656","https://openalex.org/W2219308677","https://openalex.org/W2256531392","https://openalex.org/W2322146163","https://openalex.org/W2417980391","https://openalex.org/W2513776847","https://openalex.org/W2729814639","https://openalex.org/W4243967691","https://openalex.org/W6631006646","https://openalex.org/W6640121777","https://openalex.org/W6641759015","https://openalex.org/W6651600910","https://openalex.org/W6740723495"],"related_works":["https://openalex.org/W2348562106","https://openalex.org/W2370820329","https://openalex.org/W2370554813","https://openalex.org/W4362576712","https://openalex.org/W2387560707","https://openalex.org/W2363525455","https://openalex.org/W4312355418","https://openalex.org/W2314810092","https://openalex.org/W2384329035","https://openalex.org/W2373380871"],"abstract_inverted_index":{"In":[0,45],"this":[1],"paper,":[2],"we":[3],"present":[4],"a":[5,75],"literature":[6],"review":[7],"of":[8],"questionnaires":[9],"and":[10,43,79,99],"modern":[11],"techniques":[12],"in":[13,18,74,110],"general":[14],"that":[15,91],"are":[16,32,48,81],"used":[17,33,49,106],"education.":[19],"Extracting":[20],"data":[21],"from":[22],"tutoring":[23,53],"procedures":[24],"is":[25,58,70,92,94],"mainly":[26],"based":[27],"on":[28],"static":[29],"questionnaires.":[30],"They":[31],"to":[34,50,64],"examine":[35],"cognitive,":[36],"learning":[37],"styles,":[38],"affective":[39],"state,":[40],"motivation,":[41],"satisfaction":[42],"curriculum.":[44],"addition":[46],"they":[47,116],"assess":[51],"new":[52],"methods.":[54],"Nowadays,":[55],"conventional":[56],"teaching":[57,69],"gradually":[59],"replaced":[60],"by":[61],"e-learning,":[62],"due":[63],"modem":[65],"portable":[66],"devices.":[67],"Thus,":[68],"not":[71],"necessarily":[72],"confined":[73],"classroom":[76],"any":[77],"more":[78],"students":[80],"familiar":[82],"with":[83,96],"distant":[84],"learning.":[85],"The":[86],"last":[87],"hugely":[88],"significant":[89],"field":[90],"mentioned,":[93],"associated":[95],"neural":[97],"networks":[98,103],"their":[100],"implementation.":[101],"Neural":[102],"have":[104],"been":[105,118],"for":[107],"several":[108],"issues":[109],"education,":[111],"but":[112],"as":[113],"it":[114],"appeared":[115],"haven't":[117],"exploited":[119],"enough.":[120]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}